Overview
Brought to you by YData
Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 891 |
| Missing cells | 1 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 93.2 KiB |
| Average record size in memory | 107.1 B |
Variable types
| Categorical | 7 |
|---|---|
| Numeric | 7 |
| Boolean | 1 |
Age is highly overall correlated with Age*Class | High correlation |
Age*Class is highly overall correlated with Age and 3 other fields | High correlation |
Age*Fare is highly overall correlated with Fare | High correlation |
Alone is highly overall correlated with FamilySize and 2 other fields | High correlation |
Cabin is highly overall correlated with Pclass | High correlation |
FamilySize is highly overall correlated with Alone and 3 other fields | High correlation |
Fare is highly overall correlated with Age*Class and 2 other fields | High correlation |
Parch is highly overall correlated with Alone and 1 other fields | High correlation |
Pclass is highly overall correlated with Age*Class and 1 other fields | High correlation |
Sex is highly overall correlated with Survived and 1 other fields | High correlation |
SibSp is highly overall correlated with Alone and 1 other fields | High correlation |
Survived is highly overall correlated with Sex and 1 other fields | High correlation |
Title is highly overall correlated with Age*Class and 2 other fields | High correlation |
Cabin is highly imbalanced (57.2%) | Imbalance |
PassengerId is uniformly distributed | Uniform |
PassengerId has unique values | Unique |
SibSp has 608 (68.2%) zeros | Zeros |
Parch has 678 (76.1%) zeros | Zeros |
Fare has 15 (1.7%) zeros | Zeros |
Age*Fare has 15 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-09-08 16:46:44.293150 |
|---|---|
| Analysis finished | 2025-09-08 16:46:53.330554 |
| Duration | 9.04 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Pclass
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Sex
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.704826 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | female |
| 3rd row | female |
| 4th row | female |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 314 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 314 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4192 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4192 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4192 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Age
Categorical
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 1.8 KiB |
| [30, 35) | |
|---|---|
| [20, 25) | |
| [25, 30) | |
| [35, 40) | |
| [15, 20) | |
| Other values (10) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.8764045 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [20, 25) |
|---|---|
| 2nd row | [35, 40) |
| 3rd row | [25, 30) |
| 4th row | [35, 40) |
| 5th row | [35, 40) |
Common Values
| Value | Count | Frequency (%) |
| [30, 35) | 215 | |
| [20, 25) | 150 | |
| [25, 30) | 106 | |
| [35, 40) | 89 | |
| [15, 20) | 86 | 9.7% |
| [40, 45) | 48 | 5.4% |
| [0, 5) | 44 | 4.9% |
| [45, 50) | 41 | 4.6% |
| [50, 55) | 32 | 3.6% |
| [5, 10) | 22 | 2.5% |
| Other values (5) | 57 | 6.4% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 30 | 321 | |
| 35 | 304 | |
| 25 | 256 | |
| 20 | 236 | |
| 40 | 137 | |
| 15 | 102 | 5.7% |
| 45 | 89 | 5.0% |
| 50 | 73 | 4.1% |
| 5 | 66 | 3.7% |
| 55 | 48 | 2.7% |
| Other values (6) | 148 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 1011 | |
| [ | 890 | |
| 0 | 890 | |
| , | 890 | |
| 890 | ||
| ) | 890 | |
| 3 | 625 | |
| 2 | 492 | |
| 4 | 226 | 3.2% |
| 1 | 140 | 2.0% |
| Other values (2) | 66 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7010 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5 | 1011 | |
| [ | 890 | |
| 0 | 890 | |
| , | 890 | |
| 890 | ||
| ) | 890 | |
| 3 | 625 | |
| 2 | 492 | |
| 4 | 226 | 3.2% |
| 1 | 140 | 2.0% |
| Other values (2) | 66 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7010 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5 | 1011 | |
| [ | 890 | |
| 0 | 890 | |
| , | 890 | |
| 890 | ||
| ) | 890 | |
| 3 | 625 | |
| 2 | 492 | |
| 4 | 226 | 3.2% |
| 1 | 140 | 2.0% |
| Other values (2) | 66 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7010 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5 | 1011 | |
| [ | 890 | |
| 0 | 890 | |
| , | 890 | |
| 890 | ||
| ) | 890 | |
| 3 | 625 | |
| 2 | 492 | |
| 4 | 226 | 3.2% |
| 1 | 140 | 2.0% |
| Other values (2) | 66 | 0.9% |
SibSp
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52300786 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 608 |
| Zeros (%) | 68.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1027434 |
|---|---|
| Coefficient of variation (CV) | 2.1084644 |
| Kurtosis | 17.88042 |
| Mean | 0.52300786 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6953517 |
| Sum | 466 |
| Variance | 1.2160431 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 3 | 16 | 1.8% |
| 4 | 18 | 2.0% |
| 5 | 5 | 0.6% |
| 8 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 2 | 28 | 3.1% |
| 1 | 209 | 23.5% |
| 0 | 608 |
Parch
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38159371 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 678 |
| Zeros (%) | 76.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.80605722 |
|---|---|
| Coefficient of variation (CV) | 2.1123441 |
| Kurtosis | 9.7781252 |
| Mean | 0.38159371 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.749117 |
| Sum | 340 |
| Variance | 0.64972824 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 5 | 5 | 0.6% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 5 | 5 | 0.6% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.1% |
| 5 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 3 | 5 | 0.6% |
| 2 | 80 | 9.0% |
| 1 | 118 | 13.2% |
| 0 | 678 |
Fare
Real number (ℝ)
High correlation Zeros
| Distinct | 248 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.204208 |
| Minimum | 0 |
|---|---|
| Maximum | 512.3292 |
| Zeros | 15 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.225 |
| Q1 | 7.9104 |
| median | 14.4542 |
| Q3 | 31 |
| 95-th percentile | 112.07915 |
| Maximum | 512.3292 |
| Range | 512.3292 |
| Interquartile range (IQR) | 23.0896 |
Descriptive statistics
| Standard deviation | 49.693429 |
|---|---|
| Coefficient of variation (CV) | 1.5430725 |
| Kurtosis | 33.398141 |
| Mean | 32.204208 |
| Median Absolute Deviation (MAD) | 6.9042 |
| Skewness | 4.7873165 |
| Sum | 28693.949 |
| Variance | 2469.4368 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.05 | 43 | 4.8% |
| 13 | 42 | 4.7% |
| 7.8958 | 38 | 4.3% |
| 7.75 | 34 | 3.8% |
| 26 | 31 | 3.5% |
| 10.5 | 24 | 2.7% |
| 7.925 | 18 | 2.0% |
| 7.775 | 16 | 1.8% |
| 7.2292 | 15 | 1.7% |
| 0 | 15 | 1.7% |
| Other values (238) | 615 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 4.0125 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6.2375 | 1 | 0.1% |
| 6.4375 | 1 | 0.1% |
| 6.45 | 1 | 0.1% |
| 6.4958 | 2 | 0.2% |
| 6.75 | 2 | 0.2% |
| 6.8583 | 1 | 0.1% |
| 6.95 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 512.3292 | 3 | |
| 263 | 4 | |
| 262.375 | 2 | |
| 247.5208 | 2 | |
| 227.525 | 4 | |
| 221.7792 | 1 | 0.1% |
| 211.5 | 1 | 0.1% |
| 211.3375 | 3 | |
| 164.8667 | 2 | |
| 153.4625 | 3 |
Cabin
Categorical
High correlation Imbalance
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| missing | |
|---|---|
| C | 59 |
| B | 47 |
| D | 33 |
| E | 32 |
| Other values (4) | 33 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 5.6262626 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | missing |
|---|---|
| 2nd row | C |
| 3rd row | missing |
| 4th row | C |
| 5th row | missing |
Common Values
| Value | Count | Frequency (%) |
| missing | 687 | |
| C | 59 | 6.6% |
| B | 47 | 5.3% |
| D | 33 | 3.7% |
| E | 32 | 3.6% |
| A | 15 | 1.7% |
| F | 13 | 1.5% |
| G | 4 | 0.4% |
| T | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| missing | 687 | |
| c | 59 | 6.6% |
| b | 47 | 5.3% |
| d | 33 | 3.7% |
| e | 32 | 3.6% |
| a | 15 | 1.7% |
| f | 13 | 1.5% |
| g | 4 | 0.4% |
| t | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 1374 | |
| s | 1374 | |
| m | 687 | |
| n | 687 | |
| g | 687 | |
| C | 59 | 1.2% |
| B | 47 | 0.9% |
| D | 33 | 0.7% |
| E | 32 | 0.6% |
| A | 15 | 0.3% |
| Other values (3) | 18 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5013 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 1374 | |
| s | 1374 | |
| m | 687 | |
| n | 687 | |
| g | 687 | |
| C | 59 | 1.2% |
| B | 47 | 0.9% |
| D | 33 | 0.7% |
| E | 32 | 0.6% |
| A | 15 | 0.3% |
| Other values (3) | 18 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5013 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 1374 | |
| s | 1374 | |
| m | 687 | |
| n | 687 | |
| g | 687 | |
| C | 59 | 1.2% |
| B | 47 | 0.9% |
| D | 33 | 0.7% |
| E | 32 | 0.6% |
| A | 15 | 0.3% |
| Other values (3) | 18 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5013 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 1374 | |
| s | 1374 | |
| m | 687 | |
| n | 687 | |
| g | 687 | |
| C | 59 | 1.2% |
| B | 47 | 0.9% |
| D | 33 | 0.7% |
| E | 32 | 0.6% |
| A | 15 | 0.3% |
| Other values (3) | 18 | 0.4% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | S |
|---|---|
| 2nd row | C |
| 3rd row | S |
| 4th row | S |
| 5th row | S |
Common Values
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| s | 646 | |
| c | 168 | 18.9% |
| q | 77 | 8.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Title
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| Mr | |
|---|---|
| Miss | |
| Mrs | |
| Master | 40 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.7396184 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mr |
|---|---|
| 2nd row | Mrs |
| 3rd row | Miss |
| 4th row | Mrs |
| 5th row | Mr |
Common Values
| Value | Count | Frequency (%) |
| Mr | 537 | |
| Miss | 185 | 20.8% |
| Mrs | 129 | 14.5% |
| Master | 40 | 4.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mr | 537 | |
| miss | 185 | 20.8% |
| mrs | 129 | 14.5% |
| master | 40 | 4.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 891 | |
| r | 706 | |
| s | 539 | |
| i | 185 | 7.6% |
| a | 40 | 1.6% |
| t | 40 | 1.6% |
| e | 40 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2441 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 891 | |
| r | 706 | |
| s | 539 | |
| i | 185 | 7.6% |
| a | 40 | 1.6% |
| t | 40 | 1.6% |
| e | 40 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2441 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 891 | |
| r | 706 | |
| s | 539 | |
| i | 185 | 7.6% |
| a | 40 | 1.6% |
| t | 40 | 1.6% |
| e | 40 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2441 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 891 | |
| r | 706 | |
| s | 539 | |
| i | 185 | 7.6% |
| a | 40 | 1.6% |
| t | 40 | 1.6% |
| e | 40 | 1.6% |
Age*Class
Real number (ℝ)
High correlation
| Distinct | 137 |
|---|---|
| Distinct (%) | 15.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.098257 |
| Minimum | 0.92 |
|---|---|
| Maximum | 222 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0.92 |
|---|---|
| 5-th percentile | 13.7225 |
| Q1 | 39.5 |
| median | 63 |
| Q3 | 91.75 |
| 95-th percentile | 120 |
| Maximum | 222 |
| Range | 221.08 |
| Interquartile range (IQR) | 52.25 |
Descriptive statistics
| Standard deviation | 33.709901 |
|---|---|
| Coefficient of variation (CV) | 0.51783108 |
| Kurtosis | 0.75791423 |
| Mean | 65.098257 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.55697425 |
| Sum | 58002.547 |
| Variance | 1136.3574 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 98.95323741 | 90 | 10.1% |
| 65.53691275 | 33 | 3.7% |
| 48 | 27 | 3.0% |
| 60 | 26 | 2.9% |
| 54 | 26 | 2.9% |
| 66 | 23 | 2.6% |
| 32.98441247 | 21 | 2.4% |
| 72 | 20 | 2.2% |
| 63 | 18 | 2.0% |
| 78 | 17 | 1.9% |
| Other values (127) | 590 |
| Value | Count | Frequency (%) |
| 0.92 | 1 | 0.1% |
| 1.26 | 1 | 0.1% |
| 1.34 | 1 | 0.1% |
| 1.66 | 2 | 0.2% |
| 2 | 3 | 0.3% |
| 2.25 | 2 | 0.2% |
| 3 | 5 | |
| 4 | 3 | 0.3% |
| 6 | 10 | |
| 8 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 222 | 1 | 0.1% |
| 211.5 | 1 | 0.1% |
| 195 | 1 | 0.1% |
| 189 | 1 | 0.1% |
| 183 | 1 | 0.1% |
| 177 | 1 | 0.1% |
| 166.5 | 1 | 0.1% |
| 153 | 3 | |
| 150 | 1 | 0.1% |
| 147 | 1 | 0.1% |
Age*Fare
Real number (ℝ)
High correlation Zeros
| Distinct | 706 |
|---|---|
| Distinct (%) | 79.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1019.5328 |
| Minimum | 0 |
|---|---|
| Maximum | 18443.851 |
| Zeros | 15 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 72.293415 |
| Q1 | 207 |
| median | 354.2 |
| Q3 | 1018.2584 |
| 95-th percentile | 4273.2009 |
| Maximum | 18443.851 |
| Range | 18443.851 |
| Interquartile range (IQR) | 811.25839 |
Descriptive statistics
| Standard deviation | 1814.5111 |
|---|---|
| Coefficient of variation (CV) | 1.7797476 |
| Kurtosis | 35.971287 |
| Mean | 1019.5328 |
| Median Absolute Deviation (MAD) | 202.1363 |
| Skewness | 5.0243704 |
| Sum | 908403.71 |
| Variance | 3292450.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 15 | 1.7% |
| 260.438324 | 15 | 1.7% |
| 265.5245204 | 12 | 1.3% |
| 255.6291966 | 11 | 1.2% |
| 169.3036913 | 9 | 1.0% |
| 238.4509146 | 6 | 0.7% |
| 238.3123801 | 5 | 0.6% |
| 442 | 4 | 0.4% |
| 390 | 4 | 0.4% |
| 159.5 | 4 | 0.4% |
| Other values (696) | 806 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 3.577014 | 1 | 0.1% |
| 9.715 | 1 | 0.1% |
| 11.1333 | 1 | 0.1% |
| 14.443725 | 2 | 0.2% |
| 15.5625 | 1 | 0.1% |
| 15.7417 | 1 | 0.1% |
| 20.575 | 1 | 0.1% |
| 20.925 | 1 | 0.1% |
| 24.07 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 18443.8512 | 1 | |
| 17931.522 | 2 | |
| 16832 | 1 | |
| 12376.04 | 1 | |
| 9556.05 | 1 | |
| 9087.5125 | 1 | |
| 8900.825 | 1 | |
| 8645.95 | 1 | |
| 8498.2064 | 1 | |
| 7504.778447 | 1 |
Alone
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1023.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 537 | |
| True | 354 |
FamilySize
Real number (ℝ)
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9046016 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.6134585 |
|---|---|
| Coefficient of variation (CV) | 0.84713704 |
| Kurtosis | 9.159666 |
| Mean | 1.9046016 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7274415 |
| Sum | 1697 |
| Variance | 2.6032485 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.4% |
| 4 | 29 | 3.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 7 | 12 | 1.3% |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.4% |
| 4 | 29 | 3.3% |
| 5 | 15 | 1.7% |
| 6 | 22 | 2.5% |
| 7 | 12 | 1.3% |
| 8 | 6 | 0.7% |
| 11 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| 7 | 12 | 1.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 4 | 29 | 3.3% |
| 3 | 102 | 11.4% |
| 2 | 161 | 18.1% |
| 1 | 537 |
PassengerId
Real number (ℝ)
Uniform Unique
| Distinct | 891 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446 |
| Minimum | 1 |
|---|---|
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45.5 |
| Q1 | 223.5 |
| median | 446 |
| Q3 | 668.5 |
| 95-th percentile | 846.5 |
| Maximum | 891 |
| Range | 890 |
| Interquartile range (IQR) | 445 |
Descriptive statistics
| Standard deviation | 257.35384 |
|---|---|
| Coefficient of variation (CV) | 0.57702655 |
| Kurtosis | -1.2 |
| Mean | 446 |
| Median Absolute Deviation (MAD) | 223 |
| Skewness | 0 |
| Sum | 397386 |
| Variance | 66231 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 599 | 1 | 0.1% |
| 588 | 1 | 0.1% |
| 589 | 1 | 0.1% |
| 590 | 1 | 0.1% |
| 591 | 1 | 0.1% |
| 592 | 1 | 0.1% |
| 593 | 1 | 0.1% |
| 594 | 1 | 0.1% |
| 595 | 1 | 0.1% |
| Other values (881) | 881 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 891 | 1 | |
| 890 | 1 | |
| 889 | 1 | |
| 888 | 1 | |
| 887 | 1 | |
| 886 | 1 | |
| 885 | 1 | |
| 884 | 1 | |
| 883 | 1 | |
| 882 | 1 |
Survived
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Interactions
Correlations
| Age | Age*Class | Age*Fare | Alone | Cabin | Embarked | FamilySize | Fare | Parch | PassengerId | Pclass | Sex | SibSp | Survived | Title | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.729 | 0.171 | 0.404 | 0.136 | 0.136 | 0.203 | 0.114 | 0.238 | 0.000 | 0.270 | 0.277 | 0.228 | 0.192 | 0.497 |
| Age*Class | 0.729 | 1.000 | -0.074 | 0.418 | 0.225 | 0.341 | -0.316 | -0.550 | -0.292 | 0.012 | 0.659 | 0.451 | -0.260 | 0.403 | 0.535 |
| Age*Fare | 0.171 | -0.074 | 1.000 | 0.259 | 0.239 | 0.195 | 0.212 | 0.776 | 0.088 | 0.023 | 0.456 | 0.170 | 0.189 | 0.237 | 0.128 |
| Alone | 0.404 | 0.418 | 0.259 | 1.000 | 0.183 | 0.110 | 0.996 | 0.304 | 0.686 | 0.000 | 0.127 | 0.300 | 0.837 | 0.198 | 0.492 |
| Cabin | 0.136 | 0.225 | 0.239 | 0.183 | 1.000 | 0.178 | 0.086 | 0.287 | 0.025 | 0.000 | 0.598 | 0.182 | 0.017 | 0.320 | 0.111 |
| Embarked | 0.136 | 0.341 | 0.195 | 0.110 | 0.178 | 1.000 | 0.135 | 0.195 | 0.052 | 0.000 | 0.258 | 0.111 | 0.092 | 0.164 | 0.132 |
| FamilySize | 0.203 | -0.316 | 0.212 | 0.996 | 0.086 | 0.135 | 1.000 | 0.529 | 0.801 | -0.050 | 0.203 | 0.313 | 0.849 | 0.286 | 0.359 |
| Fare | 0.114 | -0.550 | 0.776 | 0.304 | 0.287 | 0.195 | 0.529 | 1.000 | 0.410 | -0.014 | 0.479 | 0.189 | 0.447 | 0.283 | 0.120 |
| Parch | 0.238 | -0.292 | 0.088 | 0.686 | 0.025 | 0.052 | 0.801 | 0.410 | 1.000 | 0.001 | 0.022 | 0.247 | 0.450 | 0.157 | 0.311 |
| PassengerId | 0.000 | 0.012 | 0.023 | 0.000 | 0.000 | 0.000 | -0.050 | -0.014 | 0.001 | 1.000 | 0.032 | 0.066 | -0.061 | 0.104 | 0.054 |
| Pclass | 0.270 | 0.659 | 0.456 | 0.127 | 0.598 | 0.258 | 0.203 | 0.479 | 0.022 | 0.032 | 1.000 | 0.130 | 0.148 | 0.337 | 0.133 |
| Sex | 0.277 | 0.451 | 0.170 | 0.300 | 0.182 | 0.111 | 0.313 | 0.189 | 0.247 | 0.066 | 0.130 | 1.000 | 0.206 | 0.540 | 0.999 |
| SibSp | 0.228 | -0.260 | 0.189 | 0.837 | 0.017 | 0.092 | 0.849 | 0.447 | 0.450 | -0.061 | 0.148 | 0.206 | 1.000 | 0.187 | 0.340 |
| Survived | 0.192 | 0.403 | 0.237 | 0.198 | 0.320 | 0.164 | 0.286 | 0.283 | 0.157 | 0.104 | 0.337 | 0.540 | 0.187 | 1.000 | 0.571 |
| Title | 0.497 | 0.535 | 0.128 | 0.492 | 0.111 | 0.132 | 0.359 | 0.120 | 0.311 | 0.054 | 0.133 | 0.999 | 0.340 | 0.571 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Pclass | Sex | Age | SibSp | Parch | Fare | Cabin | Embarked | Title | Age*Class | Age*Fare | Alone | FamilySize | PassengerId | Survived | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3 | male | [20, 25) | 1 | 0 | 7.2500 | missing | S | Mr | 66.0 | 159.500000 | True | 2 | 1 | 0 |
| 1 | 1 | female | [35, 40) | 1 | 0 | 71.2833 | C | C | Mrs | 38.0 | 2708.765400 | True | 2 | 2 | 1 |
| 2 | 3 | female | [25, 30) | 0 | 0 | 7.9250 | missing | S | Miss | 78.0 | 206.050000 | False | 1 | 3 | 1 |
| 3 | 1 | female | [35, 40) | 1 | 0 | 53.1000 | C | S | Mrs | 35.0 | 1858.500000 | True | 2 | 4 | 1 |
| 4 | 3 | male | [35, 40) | 0 | 0 | 8.0500 | missing | S | Mr | 105.0 | 281.750000 | False | 1 | 5 | 0 |
| 5 | 3 | male | [30, 35) | 0 | 0 | 8.4583 | missing | Q | Mr | 98.953237 | 278.992056 | False | 1 | 6 | 0 |
| 6 | 1 | male | [50, 55) | 0 | 0 | 51.8625 | E | S | Mr | 54.0 | 2800.575000 | False | 1 | 7 | 0 |
| 7 | 3 | male | [0, 5) | 3 | 1 | 21.0750 | missing | S | Master | 6.0 | 42.150000 | True | 5 | 8 | 0 |
| 8 | 3 | female | [25, 30) | 0 | 2 | 11.1333 | missing | S | Mrs | 81.0 | 300.599100 | True | 3 | 9 | 1 |
| 9 | 2 | female | [10, 15) | 1 | 0 | 30.0708 | missing | C | Mrs | 28.0 | 420.991200 | True | 2 | 10 | 1 |
| Pclass | Sex | Age | SibSp | Parch | Fare | Cabin | Embarked | Title | Age*Class | Age*Fare | Alone | FamilySize | PassengerId | Survived | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 881 | 3 | male | [30, 35) | 0 | 0 | 7.8958 | missing | S | Mr | 99.0 | 260.561400 | False | 1 | 882 | 0 |
| 882 | 3 | female | [20, 25) | 0 | 0 | 10.5167 | missing | S | Miss | 66.0 | 231.367400 | False | 1 | 883 | 0 |
| 883 | 2 | male | [25, 30) | 0 | 0 | 10.5000 | missing | S | Mr | 56.0 | 294.000000 | False | 1 | 884 | 0 |
| 884 | 3 | male | [25, 30) | 0 | 0 | 7.0500 | missing | S | Mr | 75.0 | 176.250000 | False | 1 | 885 | 0 |
| 885 | 3 | female | [35, 40) | 0 | 5 | 29.1250 | missing | Q | Mrs | 117.0 | 1135.875000 | True | 6 | 886 | 0 |
| 886 | 2 | male | [25, 30) | 0 | 0 | 13.0000 | missing | S | Mr | 54.0 | 351.000000 | False | 1 | 887 | 0 |
| 887 | 1 | female | [15, 20) | 0 | 0 | 30.0000 | B | S | Miss | 19.0 | 570.000000 | False | 1 | 888 | 1 |
| 888 | 3 | female | [20, 25) | 1 | 2 | 23.4500 | missing | S | Miss | 65.536913 | 512.280201 | True | 4 | 889 | 0 |
| 889 | 1 | male | [25, 30) | 0 | 0 | 30.0000 | C | C | Mr | 26.0 | 780.000000 | False | 1 | 890 | 1 |
| 890 | 3 | male | [30, 35) | 0 | 0 | 7.7500 | missing | Q | Mr | 96.0 | 248.000000 | False | 1 | 891 | 0 |